In this contribution, I present my view of models and metaphors within educational research, very broadly speaking. I start out by articulating my educational philosophical perspective as a form of applied philosophy. Inspired by Ricœur, I then define models as “instruments for configuration and reconfiguration”. I argue that metaphors and metaphorical thinking are more basic than models and modelling. The former can guide reasoning in a holistic, heuristic manner. The latter can be used analytically to develop the initial metaphorical similarity into articulated analogies. Models and metaphors may be deployed explicitly and consciously but may also (mis)lead cognition through implicit structuring of thinking. I proceed to give examples of ...